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- #include <pybind11/pybind11.h>
- #include <pybind11/stl.h>
- #include <pybind11/iostream.h>
- #include <iostream>
- #include "openfhe.h"
- #include "key/key-ser.h"
- #include "bindings.h"
- #include "cryptocontext_wrapper.h"
- using namespace lbcrypto;
- namespace py = pybind11;
- void bind_parameters(py::module &m)
- {
- py::class_<Params>(m, "Params");
- py::class_<CCParams<CryptoContextBFVRNS>, Params>(m, "CCParamsBFVRNS")
- .def(py::init<>())
- // setters
- .def("SetPlaintextModulus", &CCParams<CryptoContextBFVRNS>::SetPlaintextModulus)
- .def("SetMultiplicativeDepth", &CCParams<CryptoContextBFVRNS>::SetMultiplicativeDepth)
- // getters
- .def("GetPlaintextModulus", &CCParams<CryptoContextBFVRNS>::GetPlaintextModulus)
- .def("GetMultiplicativeDepth", &CCParams<CryptoContextBFVRNS>::GetMultiplicativeDepth);
- py::class_<CCParams<CryptoContextBGVRNS>, Params>(m, "CCParamsBGVRNS")
- .def(py::init<>())
- // setters
- .def("SetPlaintextModulus", &CCParams<CryptoContextBGVRNS>::SetPlaintextModulus)
- .def("SetMultiplicativeDepth", &CCParams<CryptoContextBGVRNS>::SetMultiplicativeDepth)
- // getters
- .def("GetPlaintextModulus", &CCParams<CryptoContextBGVRNS>::GetPlaintextModulus)
- .def("GetMultiplicativeDepth", &CCParams<CryptoContextBGVRNS>::GetMultiplicativeDepth);
- // bind ckks rns params
- py::class_<CCParams<CryptoContextCKKSRNS>, Params>(m, "CCParamsCKKSRNS")
- .def(py::init<>())
- // setters
- .def("SetPlaintextModulus", &CCParams<CryptoContextCKKSRNS>::SetPlaintextModulus)
- .def("SetMultiplicativeDepth", &CCParams<CryptoContextCKKSRNS>::SetMultiplicativeDepth)
- .def("SetScalingModSize", &CCParams<CryptoContextCKKSRNS>::SetScalingModSize)
- .def("SetBatchSize", &CCParams<CryptoContextCKKSRNS>::SetBatchSize)
- // getters
- .def("GetPlaintextModulus", &CCParams<CryptoContextCKKSRNS>::GetPlaintextModulus)
- .def("GetMultiplicativeDepth", &CCParams<CryptoContextCKKSRNS>::GetMultiplicativeDepth)
- .def("GetScalingModSize", &CCParams<CryptoContextCKKSRNS>::GetScalingModSize)
- .def("GetBatchSize", &CCParams<CryptoContextCKKSRNS>::GetBatchSize);
- }
- void bind_crypto_context(py::module &m)
- {
- py::class_<CryptoContextImpl<DCRTPoly>, std::shared_ptr<CryptoContextImpl<DCRTPoly>>>(m, "CryptoContext")
- .def(py::init<>())
- .def("GetKeyGenLevel", &CryptoContextImpl<DCRTPoly>::GetKeyGenLevel)
- .def("SetKeyGenLevel", &CryptoContextImpl<DCRTPoly>::SetKeyGenLevel)
- .def("GetRingDimension", &CryptoContextImpl<DCRTPoly>::GetRingDimension)
- .def("Enable", static_cast<void (CryptoContextImpl<DCRTPoly>::*)(PKESchemeFeature)>(&CryptoContextImpl<DCRTPoly>::Enable), "Enable a feature for the CryptoContext")
- .def("KeyGen", &CryptoContextImpl<DCRTPoly>::KeyGen, "Generate a key pair with public and private keys")
- .def("EvalMultKeyGen", &CryptoContextImpl<DCRTPoly>::EvalMultKeyGen, "Generate the evaluation key for multiplication")
- .def("EvalRotateKeyGen", &CryptoContextImpl<DCRTPoly>::EvalRotateKeyGen, "Generate the evaluation key for rotation",
- py::arg("privateKey"), py::arg("indexList"), py::arg("publicKey") = nullptr)
- .def("MakePackedPlaintext", &CryptoContextImpl<DCRTPoly>::MakePackedPlaintext, "Make a plaintext from a vector of integers",
- py::arg("value"), py::arg("depth") = 1, py::arg("level") = 0)
- .def("MakeCKKSPackedPlaintext",&MakeCKKSPackedPlaintextWrapper, "Make a CKKS plaintext from a vector of floats",
- py::arg("value"),
- py::arg("depth") = static_cast<size_t>(1),
- py::arg("level") = static_cast<uint32_t>(0),
- py::arg("params") = py::none(),
- py::arg("slots") = 0)
- .def("EvalRotate", &CryptoContextImpl<DCRTPoly>::EvalRotate, "Rotate a ciphertext")
- .def("Encrypt", static_cast<Ciphertext<DCRTPoly> (CryptoContextImpl<DCRTPoly>::*)(const PublicKey<DCRTPoly>, Plaintext) const>(&CryptoContextImpl<DCRTPoly>::Encrypt),
- "Encrypt a plaintext using public key")
- .def("EvalAdd", static_cast<Ciphertext<DCRTPoly> (CryptoContextImpl<DCRTPoly>::*)(ConstCiphertext<DCRTPoly>, ConstCiphertext<DCRTPoly>) const>(&CryptoContextImpl<DCRTPoly>::EvalAdd), "Add two ciphertexts")
- .def("EvalSub", static_cast<Ciphertext<DCRTPoly> (CryptoContextImpl<DCRTPoly>::*)(ConstCiphertext<DCRTPoly>, ConstCiphertext<DCRTPoly>) const>(&CryptoContextImpl<DCRTPoly>::EvalSub), "Subtract two ciphertexts")
- .def("EvalMult", static_cast<Ciphertext<DCRTPoly> (CryptoContextImpl<DCRTPoly>::*)(ConstCiphertext<DCRTPoly>, ConstCiphertext<DCRTPoly>) const>(&CryptoContextImpl<DCRTPoly>::EvalMult), "Multiply two ciphertexts")
- .def("EvalMult", static_cast<Ciphertext<DCRTPoly> (CryptoContextImpl<DCRTPoly>::*)(ConstCiphertext<DCRTPoly>, double) const>(&CryptoContextImpl<DCRTPoly>::EvalMult), "Multiply a ciphertext with a scalar")
- .def_static(
- "ClearEvalMultKeys", []()
- { CryptoContextImpl<DCRTPoly>::ClearEvalMultKeys(); },
- "Clear the evaluation keys for multiplication")
- .def_static(
- "ClearEvalAutomorphismKeys", []()
- { CryptoContextImpl<DCRTPoly>::ClearEvalAutomorphismKeys(); },
- "Clear the evaluation keys for rotation")
- .def_static(
- "SerializeEvalMultKey", [](const std::string &filename, const SerType::SERBINARY &sertype, std::string id = "")
- {
- std::ofstream outfile(filename,std::ios::out | std::ios::binary);
- bool res;
- res = CryptoContextImpl<DCRTPoly>::SerializeEvalMultKey<SerType::SERBINARY>(outfile, sertype, id);
- outfile.close();
- return res; },
- py::arg("filename"), py::arg("sertype"), py::arg("id") = "",
- "Serialize an evaluation key for multiplication")
- .def_static(
- "SerializeEvalAutomorphismKey", [](const std::string &filename, const SerType::SERBINARY &sertype, std::string id = "")
- {
- std::ofstream outfile(filename,std::ios::out | std::ios::binary);
- bool res;
- res = CryptoContextImpl<DCRTPoly>::SerializeEvalAutomorphismKey<SerType::SERBINARY>(outfile, sertype, id);
- outfile.close();
- return res; },
- py::arg("filename"), py::arg("sertype"), py::arg("id") = "", "Serialize evaluation keys for rotation")
- .def_static("DeserializeEvalMultKey", [](std::shared_ptr<CryptoContextImpl<DCRTPoly>> &self,const std::string &filename, const SerType::SERBINARY &sertype)
- {
- std::ifstream emkeys(filename, std::ios::in | std::ios::binary);
- if (!emkeys.is_open()) {
- std::cerr << "I cannot read serialization from " << filename << std::endl;
- }
- bool res;
- res = self->DeserializeEvalMultKey<SerType::SERBINARY>(emkeys, sertype);
- return res; })
- .def_static("DeserializeEvalAutomorphismKey", [](std::shared_ptr<CryptoContextImpl<DCRTPoly>> &self,const std::string &filename, const SerType::SERBINARY &sertype)
- {
- std::ifstream erkeys(filename, std::ios::in | std::ios::binary);
- if (!erkeys.is_open()) {
- std::cerr << "I cannot read serialization from " << filename << std::endl;
- }
- bool res;
- res = self->DeserializeEvalAutomorphismKey<SerType::SERBINARY>(erkeys, sertype);
- return res; });
- // Generator Functions
- m.def("GenCryptoContext", &GenCryptoContext<CryptoContextBFVRNS>);
- m.def("GenCryptoContext", &GenCryptoContext<CryptoContextBGVRNS>);
- m.def("GenCryptoContext", &GenCryptoContext<CryptoContextCKKSRNS>);
- m.def("ReleaseAllContexts", &CryptoContextFactory<DCRTPoly>::ReleaseAllContexts);
- }
- void bind_enums_and_constants(py::module &m)
- {
- // Scheme Types
- py::enum_<SCHEME>(m, "SCHEME")
- .value("INVALID_SCHEME", SCHEME::INVALID_SCHEME)
- .value("CKKSRNS_SCHEME", SCHEME::CKKSRNS_SCHEME)
- .value("BFVRNS_SCHEME", SCHEME::BFVRNS_SCHEME)
- .value("BGVRNS_SCHEME", SCHEME::BGVRNS_SCHEME);
- // PKE Features
- py::enum_<PKESchemeFeature>(m, "PKESchemeFeature")
- .value("PKE", PKESchemeFeature::PKE)
- .value("KEYSWITCH", PKESchemeFeature::KEYSWITCH)
- .value("PRE", PKESchemeFeature::PRE)
- .value("LEVELEDSHE", PKESchemeFeature::LEVELEDSHE)
- .value("ADVANCEDSHE", PKESchemeFeature::ADVANCEDSHE)
- .value("MULTIPARTY", PKESchemeFeature::MULTIPARTY)
- .value("FHE", PKESchemeFeature::FHE);
- // Serialization Types
- py::class_<SerType::SERJSON>(m, "SERJSON");
- py::class_<SerType::SERBINARY>(m, "SERBINARY");
- m.attr("JSON") = py::cast(SerType::JSON);
- m.attr("BINARY") = py::cast(SerType::BINARY);
- //Parameters Type
- using ParmType = typename DCRTPoly::Params;
- py::class_<ParmType, std::shared_ptr<ParmType>>(m, "ParmType");
- }
- void bind_keys(py::module &m)
- {
- py::class_<PublicKeyImpl<DCRTPoly>, std::shared_ptr<PublicKeyImpl<DCRTPoly>>>(m, "PublicKey")
- .def(py::init<>());
- py::class_<PrivateKeyImpl<DCRTPoly>, std::shared_ptr<PrivateKeyImpl<DCRTPoly>>>(m, "PrivateKey");
- py::class_<KeyPair<DCRTPoly>>(m, "KeyPair")
- .def_readwrite("publicKey", &KeyPair<DCRTPoly>::publicKey)
- .def_readwrite("secretKey", &KeyPair<DCRTPoly>::secretKey);
- }
- void bind_encodings(py::module &m)
- {
- py::class_<PlaintextImpl, std::shared_ptr<PlaintextImpl>>(m, "Plaintext")
- .def("GetScalingFactor", &PlaintextImpl::GetScalingFactor)
- .def("SetScalingFactor", &PlaintextImpl::SetScalingFactor)
- .def("GetLength", &PlaintextImpl::GetLength)
- .def("GetSchemeID", &PlaintextImpl::GetSchemeID)
- .def("SetLength", &PlaintextImpl::SetLength)
- .def("IsEncoded", &PlaintextImpl::IsEncoded)
- .def("GetLogPrecision", &PlaintextImpl::GetLogPrecision)
- //.def("GetEncondingParams", &PlaintextImpl::GetEncondingParams)
- .def("Encode", &PlaintextImpl::Encode)
- .def("Decode", &PlaintextImpl::Decode)
- .def("__repr__", [](const PlaintextImpl &p)
- {
- std::stringstream ss;
- ss << "<Plaintext Object: ";
- p.PrintValue(ss);
- ss << ">";
- return ss.str(); })
- .def("__str__", [](const PlaintextImpl &p)
- {
- std::stringstream ss;
- p.PrintValue(ss);
- return ss.str(); });
- }
- void bind_ciphertext(py::module &m)
- {
- py::class_<CiphertextImpl<DCRTPoly>, std::shared_ptr<CiphertextImpl<DCRTPoly>>>(m, "Ciphertext")
- .def(py::init<>());
- // .def("GetDepth", &CiphertextImpl<DCRTPoly>::GetDepth)
- // .def("SetDepth", &CiphertextImpl<DCRTPoly>::SetDepth)
- // .def("GetLevel", &CiphertextImpl<DCRTPoly>::GetLevel)
- // .def("SetLevel", &CiphertextImpl<DCRTPoly>::SetLevel)
- // .def("GetHopLevel", &CiphertextImpl<DCRTPoly>::GetHopLevel)
- // .def("SetHopLevel", &CiphertextImpl<DCRTPoly>::SetHopLevel)
- // .def("GetScalingFactor", &CiphertextImpl<DCRTPoly>::GetScalingFactor)
- // .def("SetScalingFactor", &CiphertextImpl<DCRTPoly>::SetScalingFactor)
- // .def("GetSlots", &CiphertextImpl<DCRTPoly>::GetSlots)
- // .def("SetSlots", &CiphertextImpl<DCRTPoly>::SetSlots);
- }
- PYBIND11_MODULE(openfhe, m)
- {
- m.doc() = "Open-Source Fully Homomorphic Encryption Library";
- bind_parameters(m);
- bind_crypto_context(m);
- bind_enums_and_constants(m);
- bind_keys(m);
- bind_encodings(m);
- bind_ciphertext(m);
- bind_decryption(m);
- bind_serialization(m);
- }
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